The downside is you pretty much need to meet the huge requirements by the credit card companies to do it on your own servers. Which is why you need to find a merchant account provider that offers a way to store the data on their servers that meet those requirements. CDGCommerce is one, it gets very good reviews on all the webmaster forums and they have good rates.